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bioconductor-spotlight

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`SPOTlight`: Spatial Transcriptomics Deconvolution

Installation

To install this package, run one of the following:

Conda
$conda install bioconda::bioconductor-spotlight

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Description

SPOTlightprovides a method to deconvolute spatial transcriptomics spots using a seeded NMF approach along with visualization tools to assess the results. Spatially resolved gene expression profiles are key to understand tissue organization and function. However, novel spatial transcriptomics (ST) profiling techniques lack single-cell resolution and require a combination with single-cell RNA sequencing (scRNA-seq) information to deconvolute the spatially indexed datasets. Leveraging the strengths of both data types, we developed SPOTlight, a computational tool that enables the integration of ST with scRNA-seq data to infer the location of cell types and states within a complex tissue. SPOTlight is centered around a seeded non-negative matrix factorization (NMF) regression, initialized using cell-type marker genes and non-negative least squares (NNLS) to subsequently deconvolute ST capture locations (spots).

About

Summary

`SPOTlight`: Spatial Transcriptomics Deconvolution

Last Updated

Dec 24, 2024 at 23:57

License

GPL-3

Total Downloads

5.2K

Supported Platforms

noarch